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J Perioper Pract. 2025 Mar;35(3):60-69. doi: 10.1177/17504589231215927. Epub 2023 Dec 27.
2
Machine learning approach to needle insertion site identification for spinal anesthesia in obese patients.机器学习在肥胖患者椎管内麻醉进针部位识别中的应用。
BMC Anesthesiol. 2021 Oct 18;21(1):246. doi: 10.1186/s12871-021-01466-8.
3
Ultrasound-guided lumbar puncture improves success rate and efficiency in overweight patients.超声引导下腰椎穿刺可提高超重患者的成功率和效率。
Neurol Clin Pract. 2020 Aug;10(4):307-313. doi: 10.1212/CPJ.0000000000000725.
4
The effect of needle tip tracking on procedural time of ultrasound-guided lumbar plexus block: a randomised controlled trial.超声引导下腰丛神经阻滞中针尖跟踪对操作时间的影响:一项随机对照试验。
Anaesthesia. 2020 Jan;75(1):72-79. doi: 10.1111/anae.14846. Epub 2019 Sep 10.
5
Recommendations on the Use of Ultrasound Guidance for Adult Lumbar Puncture: A Position Statement of the Society of Hospital Medicine.成人腰椎穿刺超声引导使用建议:医院医学学会立场声明。
J Hosp Med. 2019 Oct 1;14(10):591-601. doi: 10.12788/jhm.3197. Epub 2019 Jun 10.
6
A novel approach to neuraxial anesthesia: application of an automated ultrasound spinal landmark identification.一种新的神经轴麻醉方法:应用自动超声脊柱定位标志识别。
BMC Anesthesiol. 2019 Apr 16;19(1):57. doi: 10.1186/s12871-019-0726-6.
7
Identifying barriers to the use of ultrasound in the perioperative period: a survey of southwestern Ontario anesthesiologists.识别围手术期超声使用的障碍:安大略省西南部麻醉医生的一项调查。
BMC Health Serv Res. 2019 Apr 4;19(1):214. doi: 10.1186/s12913-019-4040-2.
8
Ultrasound-assisted Lumbar Punctures: A Systematic Review and Meta-Analysis.超声引导下腰椎穿刺术:系统评价和荟萃分析。
Acad Emerg Med. 2019 Jan;26(1):85-96. doi: 10.1111/acem.13558. Epub 2018 Oct 3.
9
Success rate of elective lumbar puncture at a major Melbourne neurology unit.墨尔本一家大型神经科单位的选择性腰椎穿刺成功率。
Surg Neurol Int. 2018 Jan 16;9:12. doi: 10.4103/sni.sni_426_17. eCollection 2018.
10
The use of ultrasound in France: a point of view from experienced regional anesthesiologists.法国超声的应用:来自经验丰富的区域麻醉医师的观点。
Acta Anaesthesiol Belg. 2016;67(1):9-15.

uSINE-PAMS:人工智能驱动的超声引导下腰椎穿刺术以提高操作准确性:一项初步研究报告

uSINE-PAMS Artificial Intelligence-Driven, Ultrasound-Guided Lumbar Puncture to Improve Procedural Accuracy: A Pilot Study Report.

作者信息

Lin Xuling, Lam Mei Lyn Carissa, Chuang Ding Fang, Yuen Joanne Yong Ern, Fu Liqing, Jun Zhi Teh Valerie, Marliya Aynul, Saffari Seyed Ehsan, Lim Christen Sheng Jie, Wong Yu-Lin, Seet Ying Hao Christopher

机构信息

Department of Neurology, National Neuroscience Institute, Singapore.

Department of Research, National Neuroscience Institute, Singapore.

出版信息

Neurol Clin Pract. 2025 Apr;15(2):e200447. doi: 10.1212/CPJ.0000000000200447. Epub 2025 Feb 25.

DOI:10.1212/CPJ.0000000000200447
PMID:40201070
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11975302/
Abstract

BACKGROUND

Traditional lumbar punctures (LPs) often fail, leading to diagnostic delays and increased risks. Ultrasound guidance provides improved success rates but faces adoption barriers due to neuraxial-ultrasound training and implementation challenges. The Ultrasound-Guided Spinal Landmark Identification With Needle Navigation System and Position and Angular Marking System (uSINE-PAMS) were designed to address these issues: uSINE is a machine-learning software for neuraxial-ultrasound guidance; PAMS is a hardware that translates ultrasound data for accurate needle insertion.

RECENT FINDINGS

A pilot study with 10 patients showed that uSINE-PAMS-guided LP achieved an 80% first-pass success rate with no complication; the median patient age was 43 years, and the median body mass index was 24.5 kg/m. The uSINE-PAMS system showed feasibility.

IMPLICATIONS FOR PRACTICE

This pilot study showed that uSINE-PAMS-guided LP is feasible with a promising first-pass success rate at 80%. An ongoing phase 2 study (NCT05824546) of uSINE-PAMS may alter future standard of practice for LPs.

TRIAL REGISTRATION INFORMATION

This pilot study is registered under ClinicalTrials.gov (ID: NCT05824546).

摘要

背景

传统腰椎穿刺(LP)常常失败,导致诊断延迟和风险增加。超声引导可提高成功率,但由于神经轴超声培训和实施方面的挑战,其应用面临障碍。超声引导下脊柱地标识别与针导航系统及位置和角度标记系统(uSINE-PAMS)旨在解决这些问题:uSINE是一种用于神经轴超声引导的机器学习软件;PAMS是一种将超声数据转化以实现精确进针的硬件。

最新发现

一项针对10名患者的试点研究表明,uSINE-PAMS引导下的LP首次穿刺成功率达到80%,且无并发症;患者年龄中位数为43岁,体重指数中位数为24.5kg/m²。uSINE-PAMS系统显示出可行性。

对实践的启示

这项试点研究表明,uSINE-PAMS引导下的LP是可行的,首次穿刺成功率有望达到80%。正在进行的uSINE-PAMS 2期研究(NCT05824546)可能会改变未来LP的实践标准。

试验注册信息

这项试点研究已在ClinicalTrials.gov(ID:NCT05824546)注册。